Overview
Brought to you by YData
Dataset statistics
| Number of variables | 18 |
|---|---|
| Number of observations | 4000 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 17 |
| Duplicate rows (%) | 0.4% |
| Total size in memory | 772.4 KiB |
| Average record size in memory | 197.7 B |
Variable types
| Numeric | 16 |
|---|---|
| Categorical | 2 |
| Dataset has 17 (0.4%) duplicate rows | Duplicates |
camcol is highly overall correlated with dec | High correlation |
dec is highly overall correlated with camcol and 1 other fields | High correlation |
field is highly overall correlated with ra | High correlation |
g is highly overall correlated with i and 3 other fields | High correlation |
i is highly overall correlated with g and 3 other fields | High correlation |
objid is highly overall correlated with dec and 1 other fields | High correlation |
r is highly overall correlated with g and 3 other fields | High correlation |
ra is highly overall correlated with field | High correlation |
run is highly overall correlated with objid | High correlation |
u is highly overall correlated with g and 3 other fields | High correlation |
z is highly overall correlated with g and 3 other fields | High correlation |
clean is highly imbalanced (51.7%) | Imbalance |
Reproduction
| Analysis started | 2025-02-16 00:25:03.519436 |
|---|---|
| Analysis finished | 2025-02-16 00:26:20.805226 |
| Duration | 1 minute and 17.29 seconds |
| Software version | ydata-profiling vv4.12.2 |
| Download configuration | config.json |
Variables
objid
Real number (ℝ)
High correlation 
| Distinct | 3983 |
|---|---|
| Distinct (%) | 99.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.2376487 × 1018 |
| Minimum | 1.2376464 × 1018 |
|---|---|
| Maximum | 1.2376499 × 1018 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 31.4 KiB |
Quantile statistics
| Minimum | 1.2376464 × 1018 |
|---|---|
| 5-th percentile | 1.2376487 × 1018 |
| Q1 | 1.2376487 × 1018 |
| median | 1.2376487 × 1018 |
| Q3 | 1.2376487 × 1018 |
| 95-th percentile | 1.2376487 × 1018 |
| Maximum | 1.2376499 × 1018 |
| Range | 3.5368888 × 1012 |
| Interquartile range (IQR) | 1.717017 × 1010 |
Descriptive statistics
| Standard deviation | 4.2442219 × 1011 |
|---|---|
| Coefficient of variation (CV) | 3.4292623 × 10-7 |
| Kurtosis | 21.348355 |
| Mean | 1.2376487 × 1018 |
| Median Absolute Deviation (MAD) | 2.6682002 × 109 |
| Skewness | -3.8425877 |
| Sum | 6.8672649 × 1018 |
| Variance | 1.801342 × 1023 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1.237648721 × 1018 | 2 | 0.1% |
| 1.237648722 × 1018 | 2 | 0.1% |
| 1.23764872 × 1018 | 2 | 0.1% |
| 1.237648706 × 1018 | 2 | 0.1% |
| 1.237648721 × 1018 | 2 | 0.1% |
| 1.237648721 × 1018 | 2 | 0.1% |
| 1.237648723 × 1018 | 2 | 0.1% |
| 1.23764872 × 1018 | 2 | 0.1% |
| 1.23764872 × 1018 | 2 | 0.1% |
| 1.237648722 × 1018 | 2 | 0.1% |
| Other values (3973) | 3980 |
| Value | Count | Frequency (%) |
| 1.237646382 × 1018 | 1 | |
| 1.237646382 × 1018 | 1 | |
| 1.237646382 × 1018 | 1 | |
| 1.237646382 × 1018 | 1 | |
| 1.237646382 × 1018 | 1 | |
| 1.237646382 × 1018 | 1 | |
| 1.237646382 × 1018 | 1 | |
| 1.237646382 × 1018 | 1 | |
| 1.237646382 × 1018 | 1 | |
| 1.237646382 × 1018 | 1 |
| Value | Count | Frequency (%) |
| 1.237649918 × 1018 | 1 | |
| 1.237649918 × 1018 | 1 | |
| 1.237649918 × 1018 | 1 | |
| 1.237649918 × 1018 | 1 | |
| 1.237649918 × 1018 | 1 | |
| 1.237649918 × 1018 | 1 | |
| 1.237649918 × 1018 | 1 | |
| 1.237649918 × 1018 | 1 | |
| 1.237649918 × 1018 | 1 | |
| 1.237649918 × 1018 | 1 |
ra
Real number (ℝ)
High correlation 
| Distinct | 3983 |
|---|---|
| Distinct (%) | 99.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 185.52329 |
| Minimum | 10.469743 |
|---|---|
| Maximum | 249.75831 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 31.4 KiB |
Quantile statistics
| Minimum | 10.469743 |
|---|---|
| 5-th percentile | 119.28463 |
| Q1 | 162.47467 |
| median | 195.81545 |
| Q3 | 214.34843 |
| 95-th percentile | 234.86906 |
| Maximum | 249.75831 |
| Range | 239.28857 |
| Interquartile range (IQR) | 51.87376 |
Descriptive statistics
| Standard deviation | 41.689446 |
|---|---|
| Coefficient of variation (CV) | 0.22471273 |
| Kurtosis | 3.9209051 |
| Mean | 185.52329 |
| Median Absolute Deviation (MAD) | 24.717197 |
| Skewness | -1.6050074 |
| Sum | 742093.18 |
| Variance | 1738.0099 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 166.6230168 | 2 | 0.1% |
| 154.0361592 | 2 | 0.1% |
| 202.1356181 | 2 | 0.1% |
| 247.8968214 | 2 | 0.1% |
| 229.9321432 | 2 | 0.1% |
| 182.0159398 | 2 | 0.1% |
| 169.6234048 | 2 | 0.1% |
| 188.1115672 | 2 | 0.1% |
| 195.6881045 | 2 | 0.1% |
| 230.6643759 | 2 | 0.1% |
| Other values (3973) | 3980 |
| Value | Count | Frequency (%) |
| 10.46974318 | 1 | |
| 10.56454003 | 1 | |
| 10.64180442 | 1 | |
| 10.66544908 | 1 | |
| 10.6720908 | 1 | |
| 10.7652692 | 1 | |
| 10.77358507 | 1 | |
| 10.83909086 | 1 | |
| 10.94418571 | 1 | |
| 11.12317887 | 1 |
| Value | Count | Frequency (%) |
| 249.7583133 | 1 | |
| 249.7235743 | 1 | |
| 249.6161725 | 1 | |
| 249.501515 | 1 | |
| 249.5007148 | 1 | |
| 249.3834716 | 1 | |
| 249.3717383 | 1 | |
| 249.2177297 | 1 | |
| 249.1129862 | 1 | |
| 248.9820697 | 1 |
dec
Real number (ℝ)
High correlation 
| Distinct | 3983 |
|---|---|
| Distinct (%) | 99.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.24895879 |
| Minimum | -1.2527631 |
|---|---|
| Maximum | 13.85401 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 1935 |
| Negative (%) | 48.4% |
| Memory size | 31.4 KiB |
Quantile statistics
| Minimum | -1.2527631 |
|---|---|
| 5-th percentile | -1.0919301 |
| Q1 | -0.63182388 |
| median | 0.053336256 |
| Q3 | 0.59339562 |
| 95-th percentile | 1.1857498 |
| Maximum | 13.85401 |
| Range | 15.106773 |
| Interquartile range (IQR) | 1.2252195 |
Descriptive statistics
| Standard deviation | 2.0010746 |
|---|---|
| Coefficient of variation (CV) | 8.0377747 |
| Kurtosis | 35.399037 |
| Mean | 0.24895879 |
| Median Absolute Deviation (MAD) | 0.61955612 |
| Skewness | 5.6856929 |
| Sum | 995.83515 |
| Variance | 4.0042997 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -0.546629818 | 2 | 0.1% |
| 0.41793037 | 2 | 0.1% |
| -0.933404175 | 2 | 0.1% |
| 0.990909226 | 2 | 0.1% |
| -0.607750181 | 2 | 0.1% |
| -0.116600409 | 2 | 0.1% |
| 1.098641364 | 2 | 0.1% |
| -0.899130549 | 2 | 0.1% |
| -0.868581766 | 2 | 0.1% |
| 0.229439206 | 2 | 0.1% |
| Other values (3973) | 3980 |
| Value | Count | Frequency (%) |
| -1.252763102 | 1 | |
| -1.252320591 | 1 | |
| -1.25191956 | 1 | |
| -1.251031001 | 1 | |
| -1.24936436 | 1 | |
| -1.246636444 | 1 | |
| -1.246573646 | 1 | |
| -1.246031107 | 1 | |
| -1.245091486 | 1 | |
| -1.243987088 | 1 |
| Value | Count | Frequency (%) |
| 13.85401031 | 1 | |
| 13.85330013 | 1 | |
| 13.84939046 | 1 | |
| 13.84089199 | 1 | |
| 13.83275076 | 1 | |
| 13.81214842 | 1 | |
| 13.80296197 | 1 | |
| 13.79485176 | 1 | |
| 13.78859165 | 1 | |
| 13.78343991 | 1 |
u
Real number (ℝ)
High correlation 
| Distinct | 3952 |
|---|---|
| Distinct (%) | 98.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18.609049 |
| Minimum | 13.55178 |
|---|---|
| Maximum | 19.59975 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 31.4 KiB |
Quantile statistics
| Minimum | 13.55178 |
|---|---|
| 5-th percentile | 16.927199 |
| Q1 | 18.170375 |
| median | 18.843745 |
| Q3 | 19.261563 |
| 95-th percentile | 19.532675 |
| Maximum | 19.59975 |
| Range | 6.04797 |
| Interquartile range (IQR) | 1.0911875 |
Descriptive statistics
| Standard deviation | 0.83943089 |
|---|---|
| Coefficient of variation (CV) | 0.045108748 |
| Kurtosis | 1.3468986 |
| Mean | 18.609049 |
| Median Absolute Deviation (MAD) | 0.499265 |
| Skewness | -1.2110905 |
| Sum | 74436.195 |
| Variance | 0.70464421 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 19.58449 | 2 | 0.1% |
| 18.34448 | 2 | 0.1% |
| 19.21814 | 2 | 0.1% |
| 18.47695 | 2 | 0.1% |
| 18.95048 | 2 | 0.1% |
| 19.53721 | 2 | 0.1% |
| 17.88213 | 2 | 0.1% |
| 19.20444 | 2 | 0.1% |
| 18.9664 | 2 | 0.1% |
| 18.73745 | 2 | 0.1% |
| Other values (3942) | 3980 |
| Value | Count | Frequency (%) |
| 13.55178 | 1 | |
| 14.27148 | 1 | |
| 15.19889 | 1 | |
| 15.24597 | 1 | |
| 15.2567 | 1 | |
| 15.30036 | 1 | |
| 15.36615 | 1 | |
| 15.44225 | 1 | |
| 15.50503 | 1 | |
| 15.61552 | 1 |
| Value | Count | Frequency (%) |
| 19.59975 | 1 | |
| 19.59929 | 1 | |
| 19.59895 | 1 | |
| 19.59887 | 1 | |
| 19.59867 | 1 | |
| 19.59834 | 1 | |
| 19.59801 | 1 | |
| 19.59785 | 1 | |
| 19.59779 | 1 | |
| 19.59761 | 1 |
g
Real number (ℝ)
High correlation 
| Distinct | 3953 |
|---|---|
| Distinct (%) | 98.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17.363397 |
| Minimum | 12.97487 |
|---|---|
| Maximum | 22.49745 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 31.4 KiB |
Quantile statistics
| Minimum | 12.97487 |
|---|---|
| 5-th percentile | 15.629518 |
| Q1 | 16.79611 |
| median | 17.472525 |
| Q3 | 17.997818 |
| 95-th percentile | 18.815998 |
| Maximum | 22.49745 |
| Range | 9.52258 |
| Interquartile range (IQR) | 1.2017075 |
Descriptive statistics
| Standard deviation | 0.95096444 |
|---|---|
| Coefficient of variation (CV) | 0.054768342 |
| Kurtosis | 0.62153892 |
| Mean | 17.363397 |
| Median Absolute Deviation (MAD) | 0.5803 |
| Skewness | -0.43789411 |
| Sum | 69453.586 |
| Variance | 0.90433338 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 17.11525 | 2 | 0.1% |
| 17.46911 | 2 | 0.1% |
| 19.27966 | 2 | 0.1% |
| 17.4726 | 2 | 0.1% |
| 18.04827 | 2 | 0.1% |
| 16.9155 | 2 | 0.1% |
| 15.61154 | 2 | 0.1% |
| 18.01077 | 2 | 0.1% |
| 18.0898 | 2 | 0.1% |
| 17.58908 | 2 | 0.1% |
| Other values (3943) | 3980 |
| Value | Count | Frequency (%) |
| 12.97487 | 1 | |
| 13.42748 | 1 | |
| 13.78314 | 1 | |
| 13.99257 | 1 | |
| 14.05953 | 1 | |
| 14.10306 | 1 | |
| 14.11678 | 1 | |
| 14.14376 | 1 | |
| 14.16943 | 1 | |
| 14.2079 | 1 |
| Value | Count | Frequency (%) |
| 22.49745 | 1 | |
| 20.71108 | 1 | |
| 20.2118 | 1 | |
| 20.20427 | 1 | |
| 20.04382 | 1 | |
| 19.92393 | 1 | |
| 19.92153 | 1 | |
| 19.70171 | 1 | |
| 19.69143 | 1 | |
| 19.64128 | 1 |
r
Real number (ℝ)
High correlation 
| Distinct | 3963 |
|---|---|
| Distinct (%) | 99.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16.839856 |
| Minimum | 12.36285 |
|---|---|
| Maximum | 22.26596 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 31.4 KiB |
Quantile statistics
| Minimum | 12.36285 |
|---|---|
| 5-th percentile | 15.05854 |
| Q1 | 16.190785 |
| median | 16.850835 |
| Q3 | 17.50664 |
| 95-th percentile | 18.675435 |
| Maximum | 22.26596 |
| Range | 9.90311 |
| Interquartile range (IQR) | 1.315855 |
Descriptive statistics
| Standard deviation | 1.0553432 |
|---|---|
| Coefficient of variation (CV) | 0.062669374 |
| Kurtosis | 0.43654361 |
| Mean | 16.839856 |
| Median Absolute Deviation (MAD) | 0.657815 |
| Skewness | -0.045367748 |
| Sum | 67359.424 |
| Variance | 1.1137493 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 16.20133 | 2 | 0.1% |
| 17.50523 | 2 | 0.1% |
| 17.09694 | 2 | 0.1% |
| 17.38715 | 2 | 0.1% |
| 17.62213 | 2 | 0.1% |
| 15.03329 | 2 | 0.1% |
| 16.48978 | 2 | 0.1% |
| 15.4346 | 2 | 0.1% |
| 17.08713 | 2 | 0.1% |
| 17.29931 | 2 | 0.1% |
| Other values (3953) | 3980 |
| Value | Count | Frequency (%) |
| 12.36285 | 1 | |
| 12.51399 | 1 | |
| 12.90478 | 1 | |
| 13.07748 | 1 | |
| 13.25364 | 1 | |
| 13.32631 | 1 | |
| 13.42119 | 1 | |
| 13.46431 | 1 | |
| 13.49015 | 1 | |
| 13.5704 | 1 |
| Value | Count | Frequency (%) |
| 22.26596 | 1 | |
| 20.34448 | 1 | |
| 20.3055 | 1 | |
| 20.11866 | 1 | |
| 20.07993 | 1 | |
| 19.99062 | 1 | |
| 19.77019 | 1 | |
| 19.65286 | 1 | |
| 19.62355 | 1 | |
| 19.60794 | 1 |
i
Real number (ℝ)
High correlation 
| Distinct | 3959 |
|---|---|
| Distinct (%) | 99.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16.597712 |
| Minimum | 12.01079 |
|---|---|
| Maximum | 28.17963 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 31.4 KiB |
Quantile statistics
| Minimum | 12.01079 |
|---|---|
| 5-th percentile | 14.786187 |
| Q1 | 15.870782 |
| median | 16.571195 |
| Q3 | 17.258833 |
| 95-th percentile | 18.622701 |
| Maximum | 28.17963 |
| Range | 16.16884 |
| Interquartile range (IQR) | 1.38805 |
Descriptive statistics
| Standard deviation | 1.1412517 |
|---|---|
| Coefficient of variation (CV) | 0.068759577 |
| Kurtosis | 3.4108822 |
| Mean | 16.597712 |
| Median Absolute Deviation (MAD) | 0.69514 |
| Skewness | 0.45678036 |
| Sum | 66390.848 |
| Variance | 1.3024554 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 15.73403 | 2 | 0.1% |
| 16.04853 | 2 | 0.1% |
| 17.50597 | 2 | 0.1% |
| 15.46264 | 2 | 0.1% |
| 17.42278 | 2 | 0.1% |
| 15.83239 | 2 | 0.1% |
| 15.53263 | 2 | 0.1% |
| 16.32482 | 2 | 0.1% |
| 16.88134 | 2 | 0.1% |
| 16.15339 | 2 | 0.1% |
| Other values (3949) | 3980 |
| Value | Count | Frequency (%) |
| 12.01079 | 1 | |
| 12.07615 | 1 | |
| 12.43369 | 1 | |
| 12.59386 | 1 | |
| 12.85262 | 1 | |
| 12.92891 | 1 | |
| 13.03327 | 1 | |
| 13.11638 | 1 | |
| 13.14345 | 1 | |
| 13.26782 | 1 |
| Value | Count | Frequency (%) |
| 28.17963 | 1 | |
| 24.35682 | 1 | |
| 21.92004 | 1 | |
| 20.66213 | 1 | |
| 20.62263 | 1 | |
| 20.59825 | 1 | |
| 20.29203 | 1 | |
| 20.27857 | 1 | |
| 20.09426 | 1 | |
| 20.0247 | 1 |
z
Real number (ℝ)
High correlation 
| Distinct | 3968 |
|---|---|
| Distinct (%) | 99.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16.439392 |
| Minimum | 11.79953 |
|---|---|
| Maximum | 20.84769 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 31.4 KiB |
Quantile statistics
| Minimum | 11.79953 |
|---|---|
| 5-th percentile | 14.569926 |
| Q1 | 15.628205 |
| median | 16.402665 |
| Q3 | 17.147037 |
| 95-th percentile | 18.5865 |
| Maximum | 20.84769 |
| Range | 9.04816 |
| Interquartile range (IQR) | 1.5188325 |
Descriptive statistics
| Standard deviation | 1.1905021 |
|---|---|
| Coefficient of variation (CV) | 0.072417647 |
| Kurtosis | 0.37016676 |
| Mean | 16.439392 |
| Median Absolute Deviation (MAD) | 0.758975 |
| Skewness | 0.21191619 |
| Sum | 65757.568 |
| Variance | 1.4172952 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 16.56668 | 2 | 0.1% |
| 15.39552 | 2 | 0.1% |
| 16.51886 | 2 | 0.1% |
| 16.67511 | 2 | 0.1% |
| 16.94267 | 2 | 0.1% |
| 16.56421 | 2 | 0.1% |
| 17.0636 | 2 | 0.1% |
| 16.87079 | 2 | 0.1% |
| 16.56451 | 2 | 0.1% |
| 16.7088 | 2 | 0.1% |
| Other values (3958) | 3980 |
| Value | Count | Frequency (%) |
| 11.79953 | 1 | |
| 12.1042 | 1 | |
| 12.20652 | 1 | |
| 12.25992 | 1 | |
| 12.55824 | 1 | |
| 12.6434 | 1 | |
| 12.76936 | 1 | |
| 12.81764 | 1 | |
| 12.87329 | 1 | |
| 13.00789 | 1 |
| Value | Count | Frequency (%) |
| 20.84769 | 1 | |
| 20.74779 | 1 | |
| 20.59599 | 1 | |
| 20.48277 | 1 | |
| 20.34913 | 1 | |
| 20.32314 | 1 | |
| 20.29061 | 1 | |
| 20.20325 | 1 | |
| 20.18666 | 1 | |
| 20.16837 | 1 |
run
Real number (ℝ)
High correlation 
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 743.829 |
| Minimum | 211 |
|---|---|
| Maximum | 1035 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 31.4 KiB |
Quantile statistics
| Minimum | 211 |
|---|---|
| 5-th percentile | 752 |
| Q1 | 752 |
| median | 756 |
| Q3 | 756 |
| 95-th percentile | 756 |
| Maximum | 1035 |
| Range | 824 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 98.865936 |
|---|---|
| Coefficient of variation (CV) | 0.13291487 |
| Kurtosis | 21.343107 |
| Mean | 743.829 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -3.8404459 |
| Sum | 2975316 |
| Variance | 9774.4734 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 756 | 2177 | |
| 752 | 1566 | |
| 211 | 85 | 2.1% |
| 1035 | 77 | 1.9% |
| 745 | 61 | 1.5% |
| 259 | 33 | 0.8% |
| 250 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 211 | 85 | 2.1% |
| 250 | 1 | < 0.1% |
| 259 | 33 | 0.8% |
| 745 | 61 | 1.5% |
| 752 | 1566 | |
| 756 | 2177 | |
| 1035 | 77 | 1.9% |
| Value | Count | Frequency (%) |
| 1035 | 77 | 1.9% |
| 756 | 2177 | |
| 752 | 1566 | |
| 745 | 61 | 1.5% |
| 259 | 33 | 0.8% |
| 250 | 1 | < 0.1% |
| 211 | 85 | 2.1% |
camcol
Real number (ℝ)
High correlation 
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.37625 |
| Minimum | 1 |
|---|---|
| Maximum | 6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 31.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 5 |
| 95-th percentile | 6 |
| Maximum | 6 |
| Range | 5 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 1.6990902 |
|---|---|
| Coefficient of variation (CV) | 0.50324776 |
| Kurtosis | -1.2765581 |
| Mean | 3.37625 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.0096306717 |
| Sum | 13505 |
| Variance | 2.8869077 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 800 | |
| 4 | 752 | |
| 5 | 716 | |
| 2 | 633 | |
| 3 | 581 | |
| 6 | 518 |
| Value | Count | Frequency (%) |
| 1 | 800 | |
| 2 | 633 | |
| 3 | 581 | |
| 4 | 752 | |
| 5 | 716 | |
| 6 | 518 |
| Value | Count | Frequency (%) |
| 6 | 518 | |
| 5 | 716 | |
| 4 | 752 | |
| 3 | 581 | |
| 2 | 633 | |
| 1 | 800 |
field
Real number (ℝ)
High correlation 
| Distinct | 663 |
|---|---|
| Distinct (%) | 16.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 419.602 |
| Minimum | 19 |
|---|---|
| Maximum | 812 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 31.4 KiB |
Quantile statistics
| Minimum | 19 |
|---|---|
| 5-th percentile | 68.95 |
| Q1 | 311 |
| median | 434 |
| Q3 | 527 |
| 95-th percentile | 732 |
| Maximum | 812 |
| Range | 793 |
| Interquartile range (IQR) | 216 |
Descriptive statistics
| Standard deviation | 167.16206 |
|---|---|
| Coefficient of variation (CV) | 0.39838243 |
| Kurtosis | 0.17722284 |
| Mean | 419.602 |
| Median Absolute Deviation (MAD) | 101 |
| Skewness | -0.143496 |
| Sum | 1678408 |
| Variance | 27943.155 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 482 | 32 | 0.8% |
| 365 | 30 | 0.8% |
| 362 | 27 | 0.7% |
| 368 | 27 | 0.7% |
| 369 | 27 | 0.7% |
| 301 | 25 | 0.6% |
| 483 | 24 | 0.6% |
| 375 | 23 | 0.6% |
| 366 | 23 | 0.6% |
| 363 | 23 | 0.6% |
| Other values (653) | 3739 |
| Value | Count | Frequency (%) |
| 19 | 1 | < 0.1% |
| 20 | 1 | < 0.1% |
| 21 | 1 | < 0.1% |
| 23 | 2 | |
| 24 | 2 | |
| 25 | 1 | < 0.1% |
| 26 | 3 | |
| 28 | 1 | < 0.1% |
| 30 | 2 | |
| 31 | 2 |
| Value | Count | Frequency (%) |
| 812 | 2 | |
| 811 | 3 | |
| 810 | 1 | < 0.1% |
| 809 | 2 | |
| 808 | 2 | |
| 806 | 4 | |
| 805 | 3 | |
| 804 | 3 | |
| 803 | 2 | |
| 802 | 2 |
score
Real number (ℝ)
| Distinct | 1563 |
|---|---|
| Distinct (%) | 39.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.85176465 |
| Minimum | 0.3019117 |
|---|---|
| Maximum | 0.961145 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 31.4 KiB |
Quantile statistics
| Minimum | 0.3019117 |
|---|---|
| 5-th percentile | 0.80245897 |
| Q1 | 0.8368661 |
| median | 0.8606745 |
| Q3 | 0.8798336 |
| 95-th percentile | 0.911073 |
| Maximum | 0.961145 |
| Range | 0.6592333 |
| Interquartile range (IQR) | 0.0429675 |
Descriptive statistics
| Standard deviation | 0.071311212 |
|---|---|
| Coefficient of variation (CV) | 0.083721733 |
| Kurtosis | 38.477106 |
| Mean | 0.85176465 |
| Median Absolute Deviation (MAD) | 0.0211713 |
| Skewness | -5.6404382 |
| Sum | 3407.0586 |
| Variance | 0.005085289 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.836858 | 11 | 0.3% |
| 0.8465437 | 11 | 0.3% |
| 0.7824787 | 11 | 0.3% |
| 0.9423295 | 11 | 0.3% |
| 0.8799449 | 10 | 0.2% |
| 0.8700646 | 10 | 0.2% |
| 0.8328651 | 10 | 0.2% |
| 0.8723025 | 10 | 0.2% |
| 0.8568273 | 10 | 0.2% |
| 0.9080893 | 10 | 0.2% |
| Other values (1553) | 3896 |
| Value | Count | Frequency (%) |
| 0.3019117 | 1 | < 0.1% |
| 0.3024282 | 2 | |
| 0.3030093 | 1 | < 0.1% |
| 0.3041231 | 2 | |
| 0.3106202 | 1 | < 0.1% |
| 0.3132147 | 2 | |
| 0.3135445 | 1 | < 0.1% |
| 0.3145903 | 1 | < 0.1% |
| 0.3157648 | 3 | |
| 0.3178807 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0.961145 | 6 | |
| 0.9566482 | 3 | 0.1% |
| 0.9557393 | 3 | 0.1% |
| 0.9540014 | 4 | 0.1% |
| 0.953559 | 2 | 0.1% |
| 0.9504662 | 3 | 0.1% |
| 0.946646 | 2 | 0.1% |
| 0.9423295 | 11 | |
| 0.9391892 | 1 | < 0.1% |
| 0.9386902 | 5 |
clean
Categorical
Imbalance 
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 226.7 KiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 3582 | |
| 0 | 418 | 10.4% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 3582 | |
| 0 | 418 | 10.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 3582 | |
| 0 | 418 | 10.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 3582 | |
| 0 | 418 | 10.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 3582 | |
| 0 | 418 | 10.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 3582 | |
| 0 | 418 | 10.4% |
class
Categorical
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 241.1 KiB |
| GALAXY | |
|---|---|
| STAR | |
| QSO | |
| S | 177 |
| G | 44 |
Length
| Max length | 6 |
|---|---|
| Median length | 4 |
| Mean length | 4.69025 |
| Min length | 1 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | STAR |
|---|---|
| 2nd row | GALAXY |
| 3rd row | GALAXY |
| 4th row | GALAXY |
| 5th row | STAR |
Common Values
| Value | Count | Frequency (%) |
| GALAXY | 1857 | |
| STAR | 1629 | |
| QSO | 292 | 7.3% |
| S | 177 | 4.4% |
| G | 44 | 1.1% |
| QUASAR | 1 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| galaxy | 1857 | |
| star | 1629 | |
| qso | 292 | 7.3% |
| s | 177 | 4.4% |
| g | 44 | 1.1% |
| quasar | 1 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| A | 5345 | |
| S | 2099 | 11.2% |
| G | 1901 | 10.1% |
| L | 1857 | 9.9% |
| X | 1857 | 9.9% |
| Y | 1857 | 9.9% |
| R | 1630 | 8.7% |
| T | 1629 | 8.7% |
| Q | 293 | 1.6% |
| O | 292 | 1.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 18761 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| A | 5345 | |
| S | 2099 | 11.2% |
| G | 1901 | 10.1% |
| L | 1857 | 9.9% |
| X | 1857 | 9.9% |
| Y | 1857 | 9.9% |
| R | 1630 | 8.7% |
| T | 1629 | 8.7% |
| Q | 293 | 1.6% |
| O | 292 | 1.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 18761 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| A | 5345 | |
| S | 2099 | 11.2% |
| G | 1901 | 10.1% |
| L | 1857 | 9.9% |
| X | 1857 | 9.9% |
| Y | 1857 | 9.9% |
| R | 1630 | 8.7% |
| T | 1629 | 8.7% |
| Q | 293 | 1.6% |
| O | 292 | 1.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 18761 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| A | 5345 | |
| S | 2099 | 11.2% |
| G | 1901 | 10.1% |
| L | 1857 | 9.9% |
| X | 1857 | 9.9% |
| Y | 1857 | 9.9% |
| R | 1630 | 8.7% |
| T | 1629 | 8.7% |
| Q | 293 | 1.6% |
| O | 292 | 1.6% |
redshift
Real number (ℝ)
| Distinct | 3932 |
|---|---|
| Distinct (%) | 98.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.13401545 |
| Minimum | -0.003321956 |
|---|---|
| Maximum | 4.192597 |
| Zeros | 14 |
| Zeros (%) | 0.4% |
| Negative | 648 |
| Negative (%) | 16.2% |
| Memory size | 31.4 KiB |
Quantile statistics
| Minimum | -0.003321956 |
|---|---|
| 5-th percentile | -0.0002082177 |
| Q1 | 0.0001061535 |
| median | 0.0320384 |
| Q3 | 0.08647908 |
| 95-th percentile | 0.9817242 |
| Maximum | 4.192597 |
| Range | 4.195919 |
| Interquartile range (IQR) | 0.086372927 |
Descriptive statistics
| Standard deviation | 0.37974182 |
|---|---|
| Coefficient of variation (CV) | 2.8335674 |
| Kurtosis | 22.051551 |
| Mean | 0.13401545 |
| Median Absolute Deviation (MAD) | 0.0321006 |
| Skewness | 4.450826 |
| Sum | 536.06181 |
| Variance | 0.14420385 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 14 | 0.4% |
| -6.88 × 10-5 | 3 | 0.1% |
| -8.78 × 10-5 | 3 | 0.1% |
| 0.1091683 | 2 | 0.1% |
| -1.02 × 10-5 | 2 | 0.1% |
| 1.177334 × 10-5 | 2 | 0.1% |
| -8.08 × 10-5 | 2 | 0.1% |
| -7.74 × 10-5 | 2 | 0.1% |
| -2.56 × 10-5 | 2 | 0.1% |
| -9.23 × 10-5 | 2 | 0.1% |
| Other values (3922) | 3966 |
| Value | Count | Frequency (%) |
| -0.003321956 | 1 | |
| -0.002372675 | 1 | |
| -0.001026085 | 1 | |
| -0.000979757 | 1 | |
| -0.000964143 | 1 | |
| -0.000912148 | 1 | |
| -0.000858878 | 1 | |
| -0.000848519 | 1 | |
| -0.000837872 | 1 | |
| -0.0008205 | 1 |
| Value | Count | Frequency (%) |
| 4.192597 | 1 | |
| 4.09963 | 1 | |
| 2.807709 | 1 | |
| 2.791397 | 1 | |
| 2.753311 | 1 | |
| 2.71233 | 1 | |
| 2.660608 | 1 | |
| 2.62735 | 1 | |
| 2.601201 | 1 | |
| 2.519756 | 1 |
mjd
Real number (ℝ)
| Distinct | 183 |
|---|---|
| Distinct (%) | 4.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 52957.125 |
| Minimum | 51608 |
|---|---|
| Maximum | 58932 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 31.4 KiB |
Quantile statistics
| Minimum | 51608 |
|---|---|
| 5-th percentile | 51613 |
| Q1 | 51821 |
| median | 51986 |
| Q3 | 54468 |
| 95-th percentile | 56727 |
| Maximum | 58932 |
| Range | 7324 |
| Interquartile range (IQR) | 2647 |
Descriptive statistics
| Standard deviation | 1601.1481 |
|---|---|
| Coefficient of variation (CV) | 0.030234801 |
| Kurtosis | 0.014285792 |
| Mean | 52957.125 |
| Median Absolute Deviation (MAD) | 323 |
| Skewness | 1.0736102 |
| Sum | 2.118285 × 108 |
| Variance | 2563675.3 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 51984 | 132 | 3.3% |
| 56727 | 119 | 3.0% |
| 54970 | 110 | 2.8% |
| 51609 | 110 | 2.8% |
| 51990 | 102 | 2.5% |
| 51689 | 92 | 2.3% |
| 51671 | 90 | 2.2% |
| 51615 | 87 | 2.2% |
| 54567 | 87 | 2.2% |
| 53816 | 85 | 2.1% |
| Other values (173) | 2986 |
| Value | Count | Frequency (%) |
| 51608 | 20 | 0.5% |
| 51609 | 110 | |
| 51612 | 34 | 0.9% |
| 51613 | 55 | |
| 51614 | 16 | 0.4% |
| 51615 | 87 | |
| 51616 | 1 | < 0.1% |
| 51630 | 18 | 0.4% |
| 51633 | 25 | 0.6% |
| 51637 | 41 | 1.0% |
| Value | Count | Frequency (%) |
| 58932 | 7 | 0.2% |
| 58930 | 5 | 0.1% |
| 58488 | 1 | < 0.1% |
| 58462 | 2 | 0.1% |
| 56749 | 9 | 0.2% |
| 56745 | 37 | 0.9% |
| 56739 | 26 | 0.7% |
| 56727 | 119 | |
| 56658 | 5 | 0.1% |
| 56603 | 2 | 0.1% |
rowv
Real number (ℝ)
| Distinct | 3979 |
|---|---|
| Distinct (%) | 99.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.00021804758 |
| Minimum | -0.2645156 |
|---|---|
| Maximum | 0.1818706 |
| Zeros | 2 |
| Zeros (%) | < 0.1% |
| Negative | 1765 |
| Negative (%) | 44.1% |
| Memory size | 31.4 KiB |
Quantile statistics
| Minimum | -0.2645156 |
|---|---|
| 5-th percentile | -0.0064086733 |
| Q1 | -0.0012119962 |
| median | 0.000321998 |
| Q3 | 0.0016976368 |
| 95-th percentile | 0.0070081944 |
| Maximum | 0.1818706 |
| Range | 0.4463862 |
| Interquartile range (IQR) | 0.002909633 |
Descriptive statistics
| Standard deviation | 0.0087940266 |
|---|---|
| Coefficient of variation (CV) | 40.330768 |
| Kurtosis | 296.8412 |
| Mean | 0.00021804758 |
| Median Absolute Deviation (MAD) | 0.0014609625 |
| Skewness | -5.6168567 |
| Sum | 0.87219033 |
| Variance | 7.7334903 × 10-5 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.002149071 | 2 | 0.1% |
| 0.008121597 | 2 | 0.1% |
| -0.003803096 | 2 | 0.1% |
| -0.00286046 | 2 | 0.1% |
| -3.04 × 10-5 | 2 | 0.1% |
| -0.001869018 | 2 | 0.1% |
| 0.001003605 | 2 | 0.1% |
| 0.000650717 | 2 | 0.1% |
| -0.000639366 | 2 | 0.1% |
| 0.004916723 | 2 | 0.1% |
| Other values (3969) | 3980 |
| Value | Count | Frequency (%) |
| -0.2645156 | 1 | |
| -0.1398193 | 1 | |
| -0.1358781 | 1 | |
| -0.06693275 | 1 | |
| -0.06422039 | 1 | |
| -0.054274 | 1 | |
| -0.05404711 | 1 | |
| -0.05160012 | 1 | |
| -0.04396291 | 1 | |
| -0.04297497 | 1 |
| Value | Count | Frequency (%) |
| 0.1818706 | 1 | |
| 0.1072399 | 1 | |
| 0.0934741 | 1 | |
| 0.08637648 | 1 | |
| 0.06073269 | 1 | |
| 0.06004669 | 1 | |
| 0.0550917 | 1 | |
| 0.04517849 | 1 | |
| 0.04484035 | 1 | |
| 0.04320135 | 1 |
colv
Real number (ℝ)
| Distinct | 3978 |
|---|---|
| Distinct (%) | 99.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -9.0040937 × 10-5 |
| Minimum | -0.1688072 |
|---|---|
| Maximum | 0.1288143 |
| Zeros | 2 |
| Zeros (%) | < 0.1% |
| Negative | 1920 |
| Negative (%) | 48.0% |
| Memory size | 31.4 KiB |
Quantile statistics
| Minimum | -0.1688072 |
|---|---|
| 5-th percentile | -0.0068975182 |
| Q1 | -0.0016085975 |
| median | 0.000125452 |
| Q3 | 0.0016723462 |
| 95-th percentile | 0.0056239964 |
| Maximum | 0.1288143 |
| Range | 0.2976215 |
| Interquartile range (IQR) | 0.0032809438 |
Descriptive statistics
| Standard deviation | 0.007457006 |
|---|---|
| Coefficient of variation (CV) | -82.817951 |
| Kurtosis | 127.64017 |
| Mean | -9.0040937 × 10-5 |
| Median Absolute Deviation (MAD) | 0.001634329 |
| Skewness | -2.8478056 |
| Sum | -0.36016375 |
| Variance | 5.5606938 × 10-5 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.01249377 | 2 | 0.1% |
| 0.001156267 | 2 | 0.1% |
| -0.000682925 | 2 | 0.1% |
| -0.001856848 | 2 | 0.1% |
| -0.009144525 | 2 | 0.1% |
| 0.002610588 | 2 | 0.1% |
| 0.000270429 | 2 | 0.1% |
| -0.000929943 | 2 | 0.1% |
| -0.001644898 | 2 | 0.1% |
| 0.001375522 | 2 | 0.1% |
| Other values (3968) | 3980 |
| Value | Count | Frequency (%) |
| -0.1688072 | 1 | |
| -0.1176926 | 1 | |
| -0.1033961 | 1 | |
| -0.05927097 | 1 | |
| -0.05704488 | 1 | |
| -0.052786 | 1 | |
| -0.04888019 | 1 | |
| -0.04573492 | 1 | |
| -0.04379889 | 1 | |
| -0.04273449 | 1 |
| Value | Count | Frequency (%) |
| 0.1288143 | 1 | |
| 0.07857239 | 1 | |
| 0.07477995 | 1 | |
| 0.06270446 | 1 | |
| 0.05491816 | 1 | |
| 0.05296343 | 1 | |
| 0.04758138 | 1 | |
| 0.04696766 | 1 | |
| 0.04605837 | 1 | |
| 0.04011283 | 1 |
Interactions
Correlations
| camcol | class | clean | colv | dec | field | g | i | mjd | objid | r | ra | redshift | rowv | run | score | u | z | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| camcol | 1.000 | 0.064 | 0.029 | -0.070 | 0.891 | 0.168 | 0.001 | 0.004 | -0.122 | 0.297 | 0.002 | 0.141 | -0.019 | -0.036 | -0.154 | 0.125 | 0.012 | -0.001 |
| class | 0.064 | 1.000 | 0.234 | 0.065 | 0.017 | 0.092 | 0.302 | 0.287 | 0.331 | 0.127 | 0.303 | 0.144 | 0.418 | 0.107 | 0.127 | 0.027 | 0.128 | 0.305 |
| clean | 0.029 | 0.234 | 1.000 | 0.292 | 0.012 | 0.067 | 0.060 | 0.089 | 0.179 | 0.000 | 0.072 | 0.090 | 0.037 | 0.197 | 0.000 | 0.000 | 0.028 | 0.084 |
| colv | -0.070 | 0.065 | 0.292 | 1.000 | -0.067 | -0.001 | 0.064 | 0.132 | 0.106 | 0.015 | 0.110 | -0.019 | -0.089 | 0.101 | 0.052 | 0.001 | -0.044 | 0.151 |
| dec | 0.891 | 0.017 | 0.012 | -0.067 | 1.000 | 0.059 | 0.003 | -0.002 | -0.124 | 0.500 | -0.001 | -0.026 | -0.023 | -0.023 | 0.086 | 0.059 | 0.015 | -0.008 |
| field | 0.168 | 0.092 | 0.067 | -0.001 | 0.059 | 1.000 | 0.078 | 0.067 | -0.163 | -0.114 | 0.076 | 0.840 | 0.039 | 0.007 | -0.223 | -0.014 | 0.045 | 0.061 |
| g | 0.001 | 0.302 | 0.060 | 0.064 | 0.003 | 0.078 | 1.000 | 0.911 | -0.113 | 0.037 | 0.958 | 0.097 | 0.356 | 0.051 | 0.025 | 0.038 | 0.813 | 0.870 |
| i | 0.004 | 0.287 | 0.089 | 0.132 | -0.002 | 0.067 | 0.911 | 1.000 | 0.010 | 0.016 | 0.985 | 0.075 | 0.136 | 0.091 | 0.008 | 0.048 | 0.582 | 0.991 |
| mjd | -0.122 | 0.331 | 0.179 | 0.106 | -0.124 | -0.163 | -0.113 | 0.010 | 1.000 | 0.007 | -0.045 | -0.240 | -0.441 | 0.018 | 0.084 | 0.035 | -0.168 | 0.050 |
| objid | 0.297 | 0.127 | 0.000 | 0.015 | 0.500 | -0.114 | 0.037 | 0.016 | 0.007 | 1.000 | 0.026 | -0.368 | 0.061 | 0.023 | 0.882 | 0.062 | 0.038 | 0.013 |
| r | 0.002 | 0.303 | 0.072 | 0.110 | -0.001 | 0.076 | 0.958 | 0.985 | -0.045 | 0.026 | 1.000 | 0.090 | 0.225 | 0.081 | 0.017 | 0.045 | 0.662 | 0.968 |
| ra | 0.141 | 0.144 | 0.090 | -0.019 | -0.026 | 0.840 | 0.097 | 0.075 | -0.240 | -0.368 | 0.090 | 1.000 | 0.077 | -0.009 | -0.496 | 0.059 | 0.062 | 0.067 |
| redshift | -0.019 | 0.418 | 0.037 | -0.089 | -0.023 | 0.039 | 0.356 | 0.136 | -0.441 | 0.061 | 0.225 | 0.077 | 1.000 | -0.042 | 0.051 | 0.017 | 0.382 | 0.071 |
| rowv | -0.036 | 0.107 | 0.197 | 0.101 | -0.023 | 0.007 | 0.051 | 0.091 | 0.018 | 0.023 | 0.081 | -0.009 | -0.042 | 1.000 | 0.043 | 0.020 | -0.030 | 0.102 |
| run | -0.154 | 0.127 | 0.000 | 0.052 | 0.086 | -0.223 | 0.025 | 0.008 | 0.084 | 0.882 | 0.017 | -0.496 | 0.051 | 0.043 | 1.000 | -0.019 | 0.027 | 0.009 |
| score | 0.125 | 0.027 | 0.000 | 0.001 | 0.059 | -0.014 | 0.038 | 0.048 | 0.035 | 0.062 | 0.045 | 0.059 | 0.017 | 0.020 | -0.019 | 1.000 | -0.004 | 0.047 |
| u | 0.012 | 0.128 | 0.028 | -0.044 | 0.015 | 0.045 | 0.813 | 0.582 | -0.168 | 0.038 | 0.662 | 0.062 | 0.382 | -0.030 | 0.027 | -0.004 | 1.000 | 0.518 |
| z | -0.001 | 0.305 | 0.084 | 0.151 | -0.008 | 0.061 | 0.870 | 0.991 | 0.050 | 0.013 | 0.968 | 0.067 | 0.071 | 0.102 | 0.009 | 0.047 | 0.518 | 1.000 |
Missing values
Sample
| objid | ra | dec | u | g | r | i | z | run | camcol | field | score | clean | class | redshift | mjd | rowv | colv | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1237648722306924571 | 185.574486 | 0.701402 | 19.11034 | 17.62099 | 17.03464 | 16.82993 | 16.71711 | 756 | 5 | 466 | 0.864145 | 1 | STAR | 8.780529e-05 | 54140 | 0.002418 | 0.001363 |
| 1 | 1237648720167436418 | 203.801841 | -0.853906 | 18.90957 | 17.62940 | 17.01465 | 16.62059 | 16.35239 | 756 | 1 | 588 | 0.816541 | 1 | GALAXY | 8.619995e-02 | 51955 | 0.008650 | 0.007056 |
| 2 | 1237648720685105352 | 160.034264 | -0.421626 | 19.26340 | 17.67693 | 16.82551 | 16.42307 | 16.13864 | 756 | 2 | 295 | 0.870381 | 1 | GALAXY | 1.330486e-01 | 51913 | 0.003938 | -0.002028 |
| 3 | 1237648703510937836 | 200.807373 | -0.682024 | 18.82022 | 17.77765 | 17.38575 | 17.11128 | 16.93540 | 752 | 2 | 382 | 0.867801 | 1 | GALAXY | 8.636355e-02 | 51959 | 0.001839 | 0.001160 |
| 4 | 1237648720161275992 | 189.792404 | -1.001480 | 18.91391 | 19.05355 | 19.46278 | 19.75660 | 20.09613 | 756 | 1 | 494 | 0.833824 | 1 | STAR | -4.090000e-08 | 54562 | 0.001929 | -0.000465 |
| 5 | 1237648720132178408 | 123.386052 | -1.045499 | 18.52214 | 17.45173 | 17.23112 | 17.16427 | 17.13214 | 756 | 1 | 50 | 0.851417 | 1 | STAR | 1.190440e-05 | 53816 | -0.002165 | -0.000364 |
| 6 | 1237648720165863598 | 200.243728 | -0.895931 | 18.09523 | 16.82764 | 16.18942 | 15.83503 | 15.58671 | 756 | 1 | 564 | 0.815295 | 0 | GALAXY | 4.815651e-02 | 51984 | -0.011610 | 0.002361 |
| 7 | 1237648704054624442 | 216.256661 | -0.220799 | 19.20765 | 18.73173 | 18.84302 | 18.98353 | 19.15128 | 752 | 3 | 486 | 0.804086 | 1 | STAR | -2.234210e-04 | 51613 | -0.002153 | -0.001026 |
| 8 | 1237648722308890870 | 190.050847 | 0.695672 | 17.82951 | 15.90091 | 15.02515 | 14.61881 | 14.30353 | 756 | 5 | 496 | 0.822898 | 1 | GALAXY | 4.634102e-02 | 51941 | -0.000474 | -0.001548 |
| 9 | 1237648720163963081 | 195.951990 | -0.966005 | 17.76132 | 16.51327 | 15.89811 | 15.53069 | 15.31236 | 756 | 1 | 535 | 0.811336 | 1 | GALAXY | 8.944633e-02 | 51986 | 0.000894 | 0.001024 |
| objid | ra | dec | u | g | r | i | z | run | camcol | field | score | clean | class | redshift | mjd | rowv | colv | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 3990 | 1237646382079803986 | 95.226126 | 0.957251 | 19.06613 | 17.34293 | 16.72245 | 16.43074 | 16.22178 | 211 | 6 | 362 | 0.816245 | 1 | STAR | 0.000072 | 52931 | 0.000449 | -0.000302 |
| 3991 | 1237648722832982102 | 160.966485 | 1.061695 | 19.26472 | 17.15761 | 16.11110 | 15.66093 | 15.30986 | 756 | 6 | 301 | 0.852492 | 1 | GALAXY | 0.115905 | 51910 | 0.002422 | 0.001939 |
| 3992 | 1237646381542867245 | 95.002628 | 0.439155 | 18.96944 | 17.39834 | 17.09692 | 16.97927 | 16.86172 | 211 | 5 | 361 | 0.837128 | 1 | S | 0.000249 | 52931 | -0.000172 | 0.000898 |
| 3993 | 1237648721753080096 | 146.887742 | 0.217454 | 19.52121 | 17.74410 | 16.88671 | 16.40612 | 16.02948 | 756 | 4 | 207 | 0.850950 | 1 | GALAXY | 0.062968 | 51630 | 0.001537 | -0.006798 |
| 3994 | 1237648702972493932 | 197.088527 | -1.218833 | 18.44520 | 16.90764 | 16.22432 | 15.88036 | 15.62404 | 752 | 1 | 358 | 0.822236 | 1 | GALAXY | 0.117861 | 51986 | -0.000824 | 0.000152 |
| 3995 | 1237648720690741273 | 172.826005 | -0.484303 | 18.81890 | 17.89273 | 17.54372 | 17.41363 | 17.31821 | 756 | 2 | 381 | 0.887803 | 1 | STAR | 0.000152 | 54891 | 0.000675 | 0.000324 |
| 3996 | 1237649918427267086 | 11.165126 | 13.745240 | 17.46665 | 15.96142 | 15.36014 | 15.14572 | 15.04453 | 1035 | 1 | 38 | 0.844826 | 1 | STAR | 0.000042 | 53242 | -0.000440 | -0.000301 |
| 3997 | 1237648720164684046 | 197.579529 | -0.971573 | 19.45682 | 18.32555 | 17.86916 | 17.57512 | 17.41648 | 756 | 1 | 546 | 0.819151 | 1 | GALAXY | 0.081606 | 51985 | 0.011348 | 0.005854 |
| 3998 | 1237648721206575779 | 124.877626 | -0.048110 | 19.20158 | 17.31450 | 16.36573 | 15.91760 | 15.57736 | 756 | 3 | 60 | 0.894044 | 1 | GALAXY | 0.087448 | 55888 | -0.004486 | -0.006072 |
| 3999 | 1237648720161800205 | 190.920230 | -0.972532 | 17.63725 | 16.65544 | 16.29970 | 16.14733 | 16.09544 | 756 | 1 | 502 | 0.845173 | 1 | STAR | 0.000213 | 51928 | 0.001372 | 0.000094 |
Duplicate rows
Most frequently occurring
| objid | ra | dec | u | g | r | i | z | run | camcol | field | score | clean | class | redshift | mjd | rowv | colv | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1237646382079606869 | 94.679499 | 0.842321 | 18.47695 | 16.94897 | 16.68126 | 16.59887 | 16.51747 | 211 | 6 | 359 | 0.806204 | 1 | STAR | 0.000207 | 52931 | 0.000372 | -0.001017 | 2 |
| 1 | 1237646382079672642 | 94.883887 | 0.990686 | 17.03847 | 15.47224 | 15.10297 | 14.97051 | 14.88297 | 211 | 6 | 360 | 0.806983 | 1 | S | 0.000012 | 52931 | -0.001483 | 0.001376 | 2 |
| 2 | 1237648703513428079 | 206.374167 | -0.781673 | 18.28101 | 17.18856 | 16.70175 | 16.33173 | 16.14626 | 752 | 2 | 420 | 0.904768 | 1 | GALAXY | 0.088136 | 51943 | -0.002860 | 0.001156 | 2 |
| 3 | 1237648705132888168 | 226.621828 | 0.595329 | 18.96363 | 18.67637 | 18.47234 | 18.41949 | 17.96547 | 752 | 5 | 555 | 0.871417 | 1 | QSO | 0.369813 | 51990 | 0.002106 | -0.000110 | 2 |
| 4 | 1237648705134461016 | 230.219374 | 0.560741 | 19.42733 | 19.27966 | 19.59048 | 19.86852 | 20.08571 | 752 | 5 | 579 | 0.875917 | 1 | STAR | -0.000112 | 55327 | -0.000059 | 0.000094 | 2 |
| 5 | 1237648705679065271 | 247.896821 | 0.990909 | 16.74659 | 15.61752 | 15.43460 | 15.40196 | 15.40794 | 752 | 6 | 697 | 0.842783 | 1 | STAR | 0.000073 | 51671 | 0.002149 | -0.000930 | 2 |
| 6 | 1237648720160555035 | 188.111567 | -0.899131 | 17.22348 | 15.61154 | 15.03329 | 14.82865 | 14.72664 | 756 | 1 | 483 | 0.857218 | 0 | STAR | 0.000084 | 54567 | -0.001869 | 0.002611 | 2 |
| 7 | 1237648720163832016 | 195.688105 | -0.868582 | 19.20444 | 18.01077 | 17.32575 | 16.90543 | 16.67041 | 756 | 1 | 533 | 0.803285 | 1 | GALAXY | 0.109168 | 51986 | 0.000651 | 0.003156 | 2 |
| 8 | 1237648720166715396 | 202.135618 | -0.933404 | 18.68036 | 17.16083 | 16.49770 | 16.15339 | 15.95089 | 756 | 1 | 577 | 0.804931 | 1 | GALAXY | 0.054868 | 51959 | 0.002469 | 0.001023 | 2 |
| 9 | 1237648720687988788 | 166.623017 | -0.546630 | 19.55528 | 17.73928 | 16.86703 | 16.44810 | 16.11761 | 756 | 2 | 339 | 0.879096 | 1 | GALAXY | 0.086721 | 51900 | 0.001004 | -0.001857 | 2 |